How useful was this template?
Hiring managers for ML Infrastructure Engineers seek concrete evidence of impact in building and scaling machine learning systems. Key achievements often involve optimizing model training or inference performance, demonstrating expertise with distributed computing frameworks like Ray or Horovod, and implementing MLOps best practices. Certifications like AWS Machine Learning Specialty or specific experience with platforms such as Kubeflow, TFX, or MLflow are highly valued. Showcasing experience in managing GPU clusters and ensuring data governance for ML assets is crucial for senior roles.
This example resume effectively quantifies achievements, such as "reduced model deployment time by 40% through automated CI/CD pipelines for ML." Skills are intelligently grouped under headings like "MLOps Platforms," "Orchestration," and "Data Infrastructure," clearly highlighting proficiency in tools like Kubernetes, Airflow, and Sagemaker. It prominently features relevant certifications and specific project contributions, for instance, designing a feature store that improved data scientists' iteration speed. The structure prioritizes impact and technical depth, critical for a senior ML Infrastructure role.
This template was built with JobSprout and can be remixed to create your own tailored ML Infrastructure Engineer resume.
| Country | 25th percentile | Median | 75th percentile |
|---|---|---|---|
| US | $125,367 | $159,823 | $183,982 |
| UK | £66,719 | £82,037 | £95,853 |
| Canada | C$133,182 | C$153,214 | C$169,846 |
| Australia | A$189,579 | A$239,157 | A$288,736 |
| Germany | €66,250 | €75,630 | €85,482 |
| France | €44,167 | €48,333 | €62,500 |
| Netherlands | €52,500 | €62,500 | €68,750 |
| Italy | €63,750 | €67,500 | €71,250 |
| Austria | €46,250 | €58,750 | €67,500 |
| New Zealand | NZ$102,500 | NZ$120,000 | NZ$162,500 |
| India | ₹912,500 | ₹1,578,947 | ₹2,416,667 |
| Poland | zł217,205 | zł264,332 | zł311,459 |
Annual salaries in local currency, aggregated from live job postings via Adzuna. Figures refresh continuously and reflect advertised pay, not negotiated offers.
Recruiters and applicant tracking systems scan ml infrastructure engineer resumes for these skills and keywords. Include the ones that match your experience and mirror the wording in the job description. Check your resume against them with the free ATS checker.
Market Insights
Mar 2025 – Feb 2026
Average advertised salaries have increased by 2.4% over the past 12 months based on 117,730 current job postings.
US market data · Source: Adzuna · Updated Mar 2026
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